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| Open AccessGenome-wide characterization of circulating metabolic biomarkers
A meta-analysis of genome-wide association studies for 233 circulating metabolites from 33 cohorts reveals more than 400 loci and suggests probable causal genes, providing insights into metabolic pathways and disease aetiology.
- Minna K. Karjalainen
- , Savita Karthikeyan
- & Johannes Kettunen
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Article
| Open AccessGenetic drivers of heterogeneity in type 2 diabetes pathophysiology
A meta-analysis of genome-wide association studies of type 2 diabetes (T2D) identifies more than 600 T2D-associated loci; integrating physiological trait and single-cell chromatin accessibility data at these loci sheds light on heterogeneity within the T2D phenotype.
- Ken Suzuki
- , Konstantinos Hatzikotoulas
- & Eleftheria Zeggini
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Article
| Open AccessGenomic data in the All of Us Research Program
A study describes the release of clinical-grade whole-genome sequence data for 245,388 diverse participants by the All of Us Research Program and characterizes the properties of the dataset.
- Alexander G. Bick
- , Ginger A. Metcalf
- & Joshua C. Denny
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Convergence of coronary artery disease genes onto endothelial cell programs
Variant-to-gene-to-program is a new approach to building maps of genome function to link risk variants to disease genes and to convergent signalling pathways in an unbiased manner; its strength is demonstrated in coronary artery disease.
- Gavin R. Schnitzler
- , Helen Kang
- & Jesse M. Engreitz
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The Born in Guangzhou Cohort Study enables generational genetic discoveries
Analysis of data from the Born in Guangzhou Cohort Study comprising mainly of trios and mother–infant pairs reveals novel East Asian-specific genetic associations with maternal bile acid, gestational weight gain and infant cord blood traits.
- Shujia Huang
- , Siyang Liu
- & Xiu Qiu
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Article
| Open AccessGDF15 linked to maternal risk of nausea and vomiting during pregnancy
Elevated circulating levels of GDF15 in pregnant women are associated with severe nausea and vomiting, and sensitivity to such symptoms during pregnancy is partly determined by prepregnancy levels of this hormone.
- M. Fejzo
- , N. Rocha
- & S. O’Rahilly
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Article
| Open AccessGenotyping, sequencing and analysis of 140,000 adults from Mexico City
Genotype and exome sequencing of 150,000 participants and whole-genome sequencing of 9,950 selected individuals recruited into the Mexico City Prospective Study constitute a valuable, publicly available resource of non-European sequencing data.
- Andrey Ziyatdinov
- , Jason Torres
- & Roberto Tapia-Conyer
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Article
| Open AccessMexican Biobank advances population and medical genomics of diverse ancestries
Nationwide genomic biobank in Mexico unravels demographic history and complex trait architecture from 6,057 individuals.
- Mashaal Sohail
- , María J. Palma-Martínez
- & Andrés Moreno-Estrada
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Article
| Open AccessLarge-scale plasma proteomics comparisons through genetics and disease associations
Comparisons of phenotypic and genetic association with protein levels from Icelandic and UK Biobank cohorts show that using multiple analysis platforms and stratifying populations by ancestry improves the detection of associations and allows the refinement of their location within the genome.
- Grimur Hjorleifsson Eldjarn
- , Egil Ferkingstad
- & Kari Stefansson
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Article
| Open AccessRare variant associations with plasma protein levels in the UK Biobank
A set of three papers in Nature reports a new proteomics resource from the UK Biobank and initial analysis of common and rare genetic variant associations with plasma protein levels.
- Ryan S. Dhindsa
- , Oliver S. Burren
- & Slavé Petrovski
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Article
| Open AccessPlasma proteomic associations with genetics and health in the UK Biobank
The Pharma Proteomics Project generates the largest open-access plasma proteomics dataset to date, offering insights into trans protein quantitative trait loci across multiple biological domains, and highlighting genetic influences on ligand–receptor interactions and pathway perturbations across a diverse collection of cytokines and complement networks.
- Benjamin B. Sun
- , Joshua Chiou
- & Christopher D. Whelan
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Matters Arising
| Open AccessA second update on mapping the human genetic architecture of COVID-19
- Masahiro Kanai
- , Shea J. Andrews
- & Matthew Solomonson
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Review Article |
From target discovery to clinical drug development with human genetics
This Review provides a perspective on the development of non-cancer therapies based on human genetics studies and suggests measures that can be taken to streamline the pipeline from initial genetic discovery to approved therapy.
- Katerina Trajanoska
- , Claude Bhérer
- & Vincent Mooser
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Article
| Open AccessNuclear genetic control of mtDNA copy number and heteroplasmy in humans
We quantify mitochondrial DNA copy number and heteroplasmy levels and study their association with nuclear genetic loci in population-scale biobanks.
- Rahul Gupta
- , Masahiro Kanai
- & Vamsi K. Mootha
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Africa-specific human genetic variation near CHD1L associates with HIV-1 load
Africa-specific genetic variation on chromosome 1 near CHD1L is associated with HIV replication in vivo.
- Paul J. McLaren
- , Immacolata Porreca
- & Jacques Fellay
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Locus for severity implicates CNS resilience in progression of multiple sclerosis
A genome-wide association study including 22,389 cases of multiple sclerosis finds an association with disease progression at the DYSF–ZNF638 and DNM3–PIGC loci and identifies a potential of higher educational attainment in slowing disease progression.
- Adil Harroud
- , Pernilla Stridh
- & Kári Stefánsson
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Article
| Open AccessPolygenic scoring accuracy varies across the genetic ancestry continuum
Using two large biobank datasets, a study shows that the accuracy of polygenic scores decreases as a function of relatedness at the individual level when modelling genetic ancestry as a continuum.
- Yi Ding
- , Kangcheng Hou
- & Bogdan Pasaniuc
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Article
| Open AccessGWAS and meta-analysis identifies 49 genetic variants underlying critical COVID-19
An analysis of 24,202 critical cases of COVID-19 identifies potentially druggable targets in inflammatory signalling (JAK1), monocyte–macrophage activation and endothelial permeability (PDE4A), immunometabolism (SLC2A5 and AK5), and host factors required for viral entry and replication (TMPRSS2 and RAB2A).
- Erola Pairo-Castineira
- , Konrad Rawlik
- & J. Kenneth Baillie
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Clonal haematopoiesis and risk of chronic liver disease
A study shows that clonal haematopoiesis of indeterminate potential is associated with an increased risk of chronic liver disease specifically through the promotion of liver inflammation and injury.
- Waihay J. Wong
- , Connor Emdin
- & Pradeep Natarajan
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Aberrant activation of TCL1A promotes stem cell expansion in clonal haematopoiesis
Using data from a single time point, passenger-approximated clonal expansion rate (PACER) estimates the fitness of common driver mutations that lead to clonal haematopoiesis and identifies TCL1A activation as a mediator of clonal expansion.
- Joshua S. Weinstock
- , Jayakrishnan Gopakumar
- & Siddhartha Jaiswal
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An atlas of genetic scores to predict multi-omic traits
A machine learning approach is used to analyse multi-omics (proteomics, metabolomics and transcriptomics) data, producing genetic scores for more than 17,000 biomolecular traits in human blood, and identifying possible associations with disease.
- Yu Xu
- , Scott C. Ritchie
- & Michael Inouye
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Article |
Polygenic architecture of rare coding variation across 394,783 exomes
An analysis of rare coding variants across 22 common traits and diseases indicates that these variants will contribute substantially to biological insights but modestly to population risk stratification.
- Daniel J. Weiner
- , Ajay Nadig
- & Luke J. O’Connor
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Article
| Open AccessMono- and biallelic variant effects on disease at biobank scale
An analysis of biobank data from the FinnGen project examines dosage effects of genetic variants on disease, andidentifies a benefit when considering more complex inheritance in the genetics of common as well as Mendelian diseases.
- H. O. Heyne
- , J. Karjalainen
- & M. J. Daly
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Article
| Open AccessFinnGen provides genetic insights from a well-phenotyped isolated population
Genome-wide association studies of individuals from an isolated population (data from the Finnish biobank study FinnGen) and consequent meta-analyses facilitate the identification of previously unknown coding variant associations for both rare and common diseases.
- Mitja I. Kurki
- , Juha Karjalainen
- & Aarno Palotie
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Article
| Open AccessGenetic diversity fuels gene discovery for tobacco and alcohol use
A multi-ancestry meta-regression study analyses diverse genome-wide association studies and genome loci associated with tobacco and alcohol use.
- Gretchen R. B. Saunders
- , Xingyan Wang
- & Scott Vrieze
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Common and rare variant associations with clonal haematopoiesis phenotypes
Exome sequence data from 628,388 individuals was used to identify 24 risk loci in 40,208 carriers of clonal haematopoiesis of indeterminate potential and link them to other conditions including COVID-19, cardiovascular disease and cancer.
- Michael D. Kessler
- , Amy Damask
- & Eric Jorgenson
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Article
| Open AccessA saturated map of common genetic variants associated with human height
A large genome-wide association study of more than 5 million individuals reveals that 12,111 single-nucleotide polymorphisms account for nearly all the heritability of height attributable to common genetic variants.
- Loïc Yengo
- , Sailaja Vedantam
- & Joel N. Hirschhorn
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Article
| Open AccessStroke genetics informs drug discovery and risk prediction across ancestries
A cross-ancestry meta-analysis of genome-wide association studies identifies association signals for stroke and its subtypes at 89 (61 new) independent loci, reveals putative causal genes, highlighting F11, KLKB1, PROC, GP1BA, LAMC2 and VCAM1 as potential drug targets, and provides cross-ancestry integrative risk prediction.
- Aniket Mishra
- , Rainer Malik
- & Stephanie Debette
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Article
| Open AccessDOCK2 is involved in the host genetics and biology of severe COVID-19
A genome-wide association study highlights a variant in DOCK2, which is common in East Asian populations but rare in Europeans, as a host genetic risk factor for severe COVID-19.
- Ho Namkoong
- , Ryuya Edahiro
- & Yukinori Okada
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Matters Arising
| Open AccessA first update on mapping the human genetic architecture of COVID-19
- Gita A. Pathak
- , Juha Karjalainen
- & J. Kenneth Baillie
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Article
| Open AccessThe sequences of 150,119 genomes in the UK Biobank
To measure selection on variants, whole-genome sequencing of approximately 150,000 individuals from the UK Biobank is used to rank sequence variants by their level of depletion.
- Bjarni V. Halldorsson
- , Hannes P. Eggertsson
- & Kari Stefansson
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Article
| Open AccessGraph pangenome captures missing heritability and empowers tomato breeding
A precise catalogue of more than 19 million variants from 838 tomato genomes, including 32 new reference-level genome assemblies, advances the understanding of the heritability of complex traits and demonstrates the power of the graph pangenome in crop breeding.
- Yao Zhou
- , Zhiyang Zhang
- & Sanwen Huang
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Article |
ABO genotype alters the gut microbiota by regulating GalNAc levels in pigs
The host blood-type-associated ABO genotype affects the abundance of specific bacteria in the pig intestine.
- Hui Yang
- , Jinyuan Wu
- & Lusheng Huang
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Article |
Rare coding variants in ten genes confer substantial risk for schizophrenia
Whole-exome sequencing identifies ten risk genes for schizophrenia implicated by rare protein-coding variants, a subset of which overlap with risk genes in other neurodevelopmental disorders.
- Tarjinder Singh
- , Timothy Poterba
- & Mark J. Daly
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Article |
Mapping genomic loci implicates genes and synaptic biology in schizophrenia
A genome-wide association study including over 76,000 individuals with schizophrenia and over 243,000 control individuals identifies common variant associations at 287 genomic loci, and further fine-mapping analyses highlight the importance of genes involved in synaptic processes.
- Vassily Trubetskoy
- , Antonio F. Pardiñas
- & Jim van Os
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Article |
Reduced reproductive success is associated with selective constraint on human genes
Human genetic variants that impair genes that are intolerant of damaging genetic variation are associated with lower reproductive success that is probably mediated by genetically associated cognitive and behavioural traits, particularly in males.
- Eugene J. Gardner
- , Matthew D. C. Neville
- & Matthew E. Hurles
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Article
| Open AccessWhole-genome sequencing reveals host factors underlying critical COVID-19
Whole-genome sequencing, transcriptome-wide association and fine-mapping analyses in over 7,000 individuals with critical COVID-19 are used to identify 16 independent variants that are associated with severe illness in COVID-19.
- Athanasios Kousathanas
- , Erola Pairo-Castineira
- & J. Kenneth Baillie
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Article
| Open AccessGenetic associations of protein-coding variants in human disease
A meta-analysis combining whole-exome sequencing data from UK Biobank participants and imputed genotypes from FinnGen participants enables identification of genetic associations with human disease in the rare and low-frequency allelic spectrum
- Benjamin B. Sun
- , Mitja I. Kurki
- & Heiko Runz
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Perspective |
An open science study of ageing in companion dogs
The Dog Aging Project is an open-data, community science study to identify genetic, environmental and lifestyle factors associated with canine healthy lifespan, generating knowledge that could readily translate to human ageing.
- Kate E. Creevy
- , Joshua M. Akey
- & Benjamin S. Wilfond
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Article
| Open AccessMalaria protection due to sickle haemoglobin depends on parasite genotype
A strong association has been found between three regions of the Plasmodium falciparum genome and sickle haemoglobin in children with severe malaria, suggesting parasites have adapted to overcome natural host immunity.
- Gavin Band
- , Ellen M. Leffler
- & Dominic P. Kwiatkowski
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Article |
The power of genetic diversity in genome-wide association studies of lipids
A genome-wide association meta-analysis study of blood lipid levels in roughly 1.6 million individuals demonstrates the gain of power attained when diverse ancestries are included to improve fine-mapping and polygenic score generation, with gains in locus discovery related to sample size.
- Sarah E. Graham
- , Shoa L. Clarke
- & Cristen J. Willer
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Article
| Open AccessExome sequencing and analysis of 454,787 UK Biobank participants
Whole-exome sequencing analysis of 454,787 individuals in the UK Biobank is used to examine the association of protein-coding variants with nearly 4,000 health-related traits, identifying 564 distinct genes with significant trait associations.
- Joshua D. Backman
- , Alexander H. Li
- & Manuel A. R. Ferreira
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Article
| Open AccessRare variant contribution to human disease in 281,104 UK Biobank exomes
The authors analyse rare protein-coding genetic variants for association with 18,780 traits in the UK Biobank cohort.
- Quanli Wang
- , Ryan S. Dhindsa
- & Slavé Petrovski
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Article |
Genetic insights into biological mechanisms governing human ovarian ageing
Hundreds of genetic loci associated with age at menopause, combined with experimental evidence in mice, highlight mechanisms of reproductive ageing across the lifespan.
- Katherine S. Ruth
- , Felix R. Day
- & John R. B. Perry
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Article
| Open AccessMapping the human genetic architecture of COVID-19
A global network of researchers was formed to investigate the role of human genetics in SARS-CoV-2 infection and COVID-19 severity; this paper reports 13 genome-wide significant loci and potentially actionable mechanisms in response to infection.
- Mari E. K. Niemi
- , Juha Karjalainen
- & Chloe Donohue
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Article |
Enhancer release and retargeting activates disease-susceptibility genes
Disruption of a promoter can release its partner enhancer to activate other promoters in the same contact domain, and this process, named ‘enhancer release and retargeting’, can often lead to gene alterations that cause disease.
- Soohwan Oh
- , Jiaofang Shao
- & Michael G. Rosenfeld
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Article |
Interpreting type 1 diabetes risk with genetics and single-cell epigenomics
A genome-wide association study combined with single-cell epigenomics identifies risk loci for type 1 diabetes.
- Joshua Chiou
- , Ryan J. Geusz
- & Kyle J. Gaulton
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Article |
Genome-wide enhancer maps link risk variants to disease genes
Mapping enhancer regulation across human cell types and tissues illuminates genome function and provides a resource to connect risk variants for common diseases to their molecular and cellular functions.
- Joseph Nasser
- , Drew T. Bergman
- & Jesse M. Engreitz
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Perspective |
Improving reporting standards for polygenic scores in risk prediction studies
An updated set of reporting standards for the development, interpretation and evaluation of polygenic risk scores is presented, which should aid the translation of these scores into clinical applications.
- Hannah Wand
- , Samuel A. Lambert
- & Genevieve L. Wojcik